From db5ad1a756f481004a443edd0fedcd308b3a2041 Mon Sep 17 00:00:00 2001
From: PedroSantos <pedro.luis.sousa.santos@gmail.com>
Date: Fri, 29 Aug 2025 11:36:12 +0100
Subject: [PATCH] Solved lab

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+{
+  "cells": [
+    {
+      "cell_type": "markdown",
+      "id": "7e7a1ab8-2599-417d-9a65-25ef07f3a786",
+      "metadata": {
+        "id": "7e7a1ab8-2599-417d-9a65-25ef07f3a786"
+      },
+      "source": [
+        "# Lab | Web Scraping"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "id": "ce8882fc-4815-4567-92fa-b4816358ba7d",
+      "metadata": {
+        "id": "ce8882fc-4815-4567-92fa-b4816358ba7d"
+      },
+      "source": [
+        "Welcome to the \"Books to Scrape\" Web Scraping Adventure Lab!\n",
+        "\n",
+        "**Objective**\n",
+        "\n",
+        "In this lab, we will embark on a mission to unearth valuable insights from the data available on Books to Scrape, an online platform showcasing a wide variety of books. As data analyst, you have been tasked with scraping a specific subset of book data from Books to Scrape to assist publishing companies in understanding the landscape of highly-rated books across different genres. Your insights will help shape future book marketing strategies and publishing decisions.\n",
+        "\n",
+        "**Background**\n",
+        "\n",
+        "In a world where data has become the new currency, businesses are leveraging big data to make informed decisions that drive success and profitability. The publishing industry, much like others, utilizes data analytics to understand market trends, reader preferences, and the performance of books based on factors such as genre, author, and ratings. Books to Scrape serves as a rich source of such data, offering detailed information about a diverse range of books, making it an ideal platform for extracting insights to aid in informed decision-making within the literary world.\n",
+        "\n",
+        "**Task**\n",
+        "\n",
+        "Your task is to create a Python script using BeautifulSoup and pandas to scrape Books to Scrape book data, focusing on book ratings and genres. The script should be able to filter books with ratings above a certain threshold and in specific genres. Additionally, the script should structure the scraped data in a tabular format using pandas for further analysis.\n",
+        "\n",
+        "**Expected Outcome**\n",
+        "\n",
+        "A function named `scrape_books` that takes two parameters: `min_rating` and `max_price`. The function should scrape book data from the \"Books to Scrape\" website and return a `pandas` DataFrame with the following columns:\n",
+        "\n",
+        "**Expected Outcome**\n",
+        "\n",
+        "- A function named `scrape_books` that takes two parameters: `min_rating` and `max_price`.\n",
+        "- The function should return a DataFrame with the following columns:\n",
+        "  - **UPC**: The Universal Product Code (UPC) of the book.\n",
+        "  - **Title**: The title of the book.\n",
+        "  - **Price (£)**: The price of the book in pounds.\n",
+        "  - **Rating**: The rating of the book (1-5 stars).\n",
+        "  - **Genre**: The genre of the book.\n",
+        "  - **Availability**: Whether the book is in stock or not.\n",
+        "  - **Description**: A brief description or product description of the book (if available).\n",
+        "  \n",
+        "You will execute this script to scrape data for books with a minimum rating of `4.0 and above` and a maximum price of `£20`. \n",
+        "\n",
+        "Remember to experiment with different ratings and prices to ensure your code is versatile and can handle various searches effectively!\n",
+        "\n",
+        "**Resources**\n",
+        "\n",
+        "- [Beautiful Soup Documentation](https://www.crummy.com/software/BeautifulSoup/bs4/doc/)\n",
+        "- [Pandas Documentation](https://pandas.pydata.org/pandas-docs/stable/index.html)\n",
+        "- [Books to Scrape](https://books.toscrape.com/)\n"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "id": "3519921d-5890-445b-9a33-934ed8ee378c",
+      "metadata": {
+        "id": "3519921d-5890-445b-9a33-934ed8ee378c"
+      },
+      "source": [
+        "**Hint**\n",
+        "\n",
+        "Your first mission is to familiarize yourself with the **Books to Scrape** website. Navigate to [Books to Scrape](http://books.toscrape.com/) and explore the available books to understand their layout and structure. \n",
+        "\n",
+        "Next, think about how you can set parameters for your data extraction:\n",
+        "\n",
+        "- **Minimum Rating**: Focus on books with a rating of 4.0 and above.\n",
+        "- **Maximum Price**: Filter for books priced up to £20.\n",
+        "\n",
+        "After reviewing the site, you can construct a plan for scraping relevant data. Pay attention to the details displayed for each book, including the title, price, rating, and availability. This will help you identify the correct HTML elements to target with your scraping script.\n",
+        "\n",
+        "Make sure to build your scraping URL and logic based on the patterns you observe in the HTML structure of the book listings!"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "id": "25a83a0d-a742-49f6-985e-e27887cbf922",
+      "metadata": {
+        "id": "25a83a0d-a742-49f6-985e-e27887cbf922"
+      },
+      "source": [
+        "\n",
+        "---\n",
+        "\n",
+        "**Best of luck! Immerse yourself in the world of books, and may the data be with you!**"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "id": "7b75cf0d-9afa-4eec-a9e2-befeac68b2a0",
+      "metadata": {
+        "id": "7b75cf0d-9afa-4eec-a9e2-befeac68b2a0"
+      },
+      "source": [
+        "**Important Note**:\n",
+        "\n",
+        "In the fast-changing online world, websites often update and change their structures. When you try this lab, the **Books to Scrape** website might differ from what you expect.\n",
+        "\n",
+        "If you encounter issues due to these changes, like new rules or obstacles preventing data extraction, don’t worry! Get creative.\n",
+        "\n",
+        "You can choose another website that interests you and is suitable for scraping data. Options like Wikipedia, The New York Times, or even library databases are great alternatives. The main goal remains the same: extract useful data and enhance your web scraping skills while exploring a source of information you enjoy. This is your opportunity to practice and adapt to different web environments!"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 17,
+      "id": "19ce64b7",
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "import requests\n",
+        "from bs4 import BeautifulSoup\n",
+        "import pandas as pd"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 79,
+      "id": "40359eee-9cd7-4884-bfa4-83344c222305",
+      "metadata": {
+        "id": "40359eee-9cd7-4884-bfa4-83344c222305"
+      },
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "<Response [200]>"
+            ]
+          },
+          "execution_count": 79,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
+      "source": [
+        "# Your solution goes here\n",
+        "\n",
+        "url = \"https://books.toscrape.com/catalogue/category/books_1/index.html\"\n",
+        "response = requests.get(url)\n",
+        "response"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 80,
+      "id": "0f88e196",
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "\n",
+              "<!DOCTYPE html>\n",
+              "\n",
+              "<!--[if lt IE 7]>      <html lang=\"en-us\" class=\"no-js lt-ie9 lt-ie8 lt-ie7\"> <![endif]-->\n",
+              "<!--[if IE 7]>         <html lang=\"en-us\" class=\"no-js lt-ie9 lt-ie8\"> <![endif]-->\n",
+              "<!--[if IE 8]>         <html lang=\"en-us\" class=\"no-js lt-ie9\"> <![endif]-->\n",
+              "<!--[if gt IE 8]><!--> <html class=\"no-js\" lang=\"en-us\"> <!--<![endif]-->\n",
+              "<head>\n",
+              "<title>\n",
+              "    Books | \n",
+              "     Books to Scrape - Sandbox\n",
+              "\n",
+              "</title>\n",
+              "<meta content=\"text/html; charset=utf-8\" http-equiv=\"content-type\"/>\n",
+              "<meta content=\"24th Jun 2016 09:29\" name=\"created\"/>\n",
+              "<meta content=\"\n",
+              "    \n",
+              "\" name=\"description\"/>\n",
+              "<meta content=\"width=device-width\" name=\"viewport\"/>\n",
+              "<meta content=\"NOARCHIVE,NOCACHE\" name=\"robots\"/>\n",
+              "<!-- Le HTML5 shim, for IE6-8 support of HTML elements -->\n",
+              "<!--[if lt IE 9]>\n",
+              "        <script src=\"//html5shim.googlecode.com/svn/trunk/html5.js\"></script>\n",
+              "        <![endif]-->\n",
+              "<link href=\"../../../static/oscar/favicon.ico\" rel=\"shortcut icon\"/>\n",
+              "<link href=\"../../../static/oscar/css/styles.css\" rel=\"stylesheet\" type=\"text/css\"/>\n",
+              "<link href=\"../../../static/oscar/js/bootstrap-datetimepicker/bootstrap-datetimepicker.css\" rel=\"stylesheet\"/>\n",
+              "<link href=\"../../../static/oscar/css/datetimepicker.css\" rel=\"stylesheet\" type=\"text/css\"/>\n",
+              "</head>\n",
+              "<body class=\"default\" id=\"default\">\n",
+              "<header class=\"header container-fluid\">\n",
+              "<div class=\"page_inner\">\n",
+              "<div class=\"row\">\n",
+              "<div class=\"col-sm-8 h1\"><a href=\"../../../index.html\">Books to Scrape</a><small> We love being scraped!</small>\n",
+              "</div>\n",
+              "</div>\n",
+              "</div>\n",
+              "</header>\n",
+              "<div class=\"container-fluid page\">\n",
+              "<div class=\"page_inner\">\n",
+              "<ul class=\"breadcrumb\">\n",
+              "<li>\n",
+              "<a href=\"../../../index.html\">Home</a>\n",
+              "</li>\n",
+              "<li class=\"active\">Books</li>\n",
+              "</ul>\n",
+              "<div class=\"row\">\n",
+              "<aside class=\"sidebar col-sm-4 col-md-3\">\n",
+              "<div id=\"promotions_left\">\n",
+              "</div>\n",
+              "<div class=\"side_categories\">\n",
+              "<ul class=\"nav nav-list\">\n",
+              "<li>\n",
+              "<a href=\"index.html\">\n",
+              "<strong>Books</strong>\n",
+              "</a>\n",
+              "<ul>\n",
+              "<li>\n",
+              "<a href=\"../books/travel_2/index.html\">\n",
+              "                            \n",
+              "                                Travel\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/mystery_3/index.html\">\n",
+              "                            \n",
+              "                                Mystery\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/historical-fiction_4/index.html\">\n",
+              "                            \n",
+              "                                Historical Fiction\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/sequential-art_5/index.html\">\n",
+              "                            \n",
+              "                                Sequential Art\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/classics_6/index.html\">\n",
+              "                            \n",
+              "                                Classics\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/philosophy_7/index.html\">\n",
+              "                            \n",
+              "                                Philosophy\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/romance_8/index.html\">\n",
+              "                            \n",
+              "                                Romance\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/womens-fiction_9/index.html\">\n",
+              "                            \n",
+              "                                Womens Fiction\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/fiction_10/index.html\">\n",
+              "                            \n",
+              "                                Fiction\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/childrens_11/index.html\">\n",
+              "                            \n",
+              "                                Childrens\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/religion_12/index.html\">\n",
+              "                            \n",
+              "                                Religion\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/nonfiction_13/index.html\">\n",
+              "                            \n",
+              "                                Nonfiction\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/music_14/index.html\">\n",
+              "                            \n",
+              "                                Music\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/default_15/index.html\">\n",
+              "                            \n",
+              "                                Default\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/science-fiction_16/index.html\">\n",
+              "                            \n",
+              "                                Science Fiction\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/sports-and-games_17/index.html\">\n",
+              "                            \n",
+              "                                Sports and Games\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/add-a-comment_18/index.html\">\n",
+              "                            \n",
+              "                                Add a comment\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/fantasy_19/index.html\">\n",
+              "                            \n",
+              "                                Fantasy\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/new-adult_20/index.html\">\n",
+              "                            \n",
+              "                                New Adult\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/young-adult_21/index.html\">\n",
+              "                            \n",
+              "                                Young Adult\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/science_22/index.html\">\n",
+              "                            \n",
+              "                                Science\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/poetry_23/index.html\">\n",
+              "                            \n",
+              "                                Poetry\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/paranormal_24/index.html\">\n",
+              "                            \n",
+              "                                Paranormal\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/art_25/index.html\">\n",
+              "                            \n",
+              "                                Art\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/psychology_26/index.html\">\n",
+              "                            \n",
+              "                                Psychology\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/autobiography_27/index.html\">\n",
+              "                            \n",
+              "                                Autobiography\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/parenting_28/index.html\">\n",
+              "                            \n",
+              "                                Parenting\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/adult-fiction_29/index.html\">\n",
+              "                            \n",
+              "                                Adult Fiction\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/humor_30/index.html\">\n",
+              "                            \n",
+              "                                Humor\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/horror_31/index.html\">\n",
+              "                            \n",
+              "                                Horror\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/history_32/index.html\">\n",
+              "                            \n",
+              "                                History\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/food-and-drink_33/index.html\">\n",
+              "                            \n",
+              "                                Food and Drink\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/christian-fiction_34/index.html\">\n",
+              "                            \n",
+              "                                Christian Fiction\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/business_35/index.html\">\n",
+              "                            \n",
+              "                                Business\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/biography_36/index.html\">\n",
+              "                            \n",
+              "                                Biography\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/thriller_37/index.html\">\n",
+              "                            \n",
+              "                                Thriller\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/contemporary_38/index.html\">\n",
+              "                            \n",
+              "                                Contemporary\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/spirituality_39/index.html\">\n",
+              "                            \n",
+              "                                Spirituality\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/academic_40/index.html\">\n",
+              "                            \n",
+              "                                Academic\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/self-help_41/index.html\">\n",
+              "                            \n",
+              "                                Self Help\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/historical_42/index.html\">\n",
+              "                            \n",
+              "                                Historical\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/christian_43/index.html\">\n",
+              "                            \n",
+              "                                Christian\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/suspense_44/index.html\">\n",
+              "                            \n",
+              "                                Suspense\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/short-stories_45/index.html\">\n",
+              "                            \n",
+              "                                Short Stories\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/novels_46/index.html\">\n",
+              "                            \n",
+              "                                Novels\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/health_47/index.html\">\n",
+              "                            \n",
+              "                                Health\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/politics_48/index.html\">\n",
+              "                            \n",
+              "                                Politics\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/cultural_49/index.html\">\n",
+              "                            \n",
+              "                                Cultural\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/erotica_50/index.html\">\n",
+              "                            \n",
+              "                                Erotica\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/crime_51/index.html\">\n",
+              "                            \n",
+              "                                Crime\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "</ul></li>\n",
+              "</ul>\n",
+              "</div>\n",
+              "</aside>\n",
+              "<div class=\"col-sm-8 col-md-9\">\n",
+              "<div class=\"page-header action\">\n",
+              "<h1>Books</h1>\n",
+              "</div>\n",
+              "<div id=\"messages\">\n",
+              "</div>\n",
+              "<div id=\"promotions\">\n",
+              "</div>\n",
+              "<form class=\"form-horizontal\" method=\"get\">\n",
+              "<div style=\"display:none\">\n",
+              "</div>\n",
+              "<strong>1000</strong> results - showing <strong>1</strong> to <strong>20</strong>.\n",
+              "                \n",
+              "            \n",
+              "            \n",
+              "        \n",
+              "    </form>\n",
+              "<section>\n",
+              "<div class=\"alert alert-warning\" role=\"alert\"><strong>Warning!</strong> This is a demo website for web scraping purposes. Prices and ratings here were randomly assigned and have no real meaning.</div>\n",
+              "<div>\n",
+              "<ol class=\"row\">\n",
+              "<li class=\"col-xs-6 col-sm-4 col-md-3 col-lg-3\">\n",
+              "<article class=\"product_pod\">\n",
+              "<div class=\"image_container\">\n",
+              "<a href=\"../../a-light-in-the-attic_1000/index.html\"><img alt=\"A Light in the Attic\" class=\"thumbnail\" src=\"../../../media/cache/2c/da/2cdad67c44b002e7ead0cc35693c0e8b.jpg\"/></a>\n",
+              "</div>\n",
+              "<p class=\"star-rating Three\">\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "</p>\n",
+              "<h3><a href=\"../../a-light-in-the-attic_1000/index.html\" title=\"A Light in the Attic\">A Light in the ...</a></h3>\n",
+              "<div class=\"product_price\">\n",
+              "<p class=\"price_color\">£51.77</p>\n",
+              "<p class=\"instock availability\">\n",
+              "<i class=\"icon-ok\"></i>\n",
+              "    \n",
+              "        In stock\n",
+              "    \n",
+              "</p>\n",
+              "<form>\n",
+              "<button class=\"btn btn-primary btn-block\" data-loading-text=\"Adding...\" type=\"submit\">Add to basket</button>\n",
+              "</form>\n",
+              "</div>\n",
+              "</article>\n",
+              "</li>\n",
+              "<li class=\"col-xs-6 col-sm-4 col-md-3 col-lg-3\">\n",
+              "<article class=\"product_pod\">\n",
+              "<div class=\"image_container\">\n",
+              "<a href=\"../../tipping-the-velvet_999/index.html\"><img alt=\"Tipping the Velvet\" class=\"thumbnail\" src=\"../../../media/cache/26/0c/260c6ae16bce31c8f8c95daddd9f4a1c.jpg\"/></a>\n",
+              "</div>\n",
+              "<p class=\"star-rating One\">\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "</p>\n",
+              "<h3><a href=\"../../tipping-the-velvet_999/index.html\" title=\"Tipping the Velvet\">Tipping the Velvet</a></h3>\n",
+              "<div class=\"product_price\">\n",
+              "<p class=\"price_color\">£53.74</p>\n",
+              "<p class=\"instock availability\">\n",
+              "<i class=\"icon-ok\"></i>\n",
+              "    \n",
+              "        In stock\n",
+              "    \n",
+              "</p>\n",
+              "<form>\n",
+              "<button class=\"btn btn-primary btn-block\" data-loading-text=\"Adding...\" type=\"submit\">Add to basket</button>\n",
+              "</form>\n",
+              "</div>\n",
+              "</article>\n",
+              "</li>\n",
+              "<li class=\"col-xs-6 col-sm-4 col-md-3 col-lg-3\">\n",
+              "<article class=\"product_pod\">\n",
+              "<div class=\"image_container\">\n",
+              "<a href=\"../../soumission_998/index.html\"><img alt=\"Soumission\" class=\"thumbnail\" src=\"../../../media/cache/3e/ef/3eef99c9d9adef34639f510662022830.jpg\"/></a>\n",
+              "</div>\n",
+              "<p class=\"star-rating One\">\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "</p>\n",
+              "<h3><a href=\"../../soumission_998/index.html\" title=\"Soumission\">Soumission</a></h3>\n",
+              "<div class=\"product_price\">\n",
+              "<p class=\"price_color\">£50.10</p>\n",
+              "<p class=\"instock availability\">\n",
+              "<i class=\"icon-ok\"></i>\n",
+              "    \n",
+              "        In stock\n",
+              "    \n",
+              "</p>\n",
+              "<form>\n",
+              "<button class=\"btn btn-primary btn-block\" data-loading-text=\"Adding...\" type=\"submit\">Add to basket</button>\n",
+              "</form>\n",
+              "</div>\n",
+              "</article>\n",
+              "</li>\n",
+              "<li class=\"col-xs-6 col-sm-4 col-md-3 col-lg-3\">\n",
+              "<article class=\"product_pod\">\n",
+              "<div class=\"image_container\">\n",
+              "<a href=\"../../sharp-objects_997/index.html\"><img alt=\"Sharp Objects\" class=\"thumbnail\" src=\"../../../media/cache/32/51/3251cf3a3412f53f339e42cac2134093.jpg\"/></a>\n",
+              "</div>\n",
+              "<p class=\"star-rating Four\">\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "</p>\n",
+              "<h3><a href=\"../../sharp-objects_997/index.html\" title=\"Sharp Objects\">Sharp Objects</a></h3>\n",
+              "<div class=\"product_price\">\n",
+              "<p class=\"price_color\">£47.82</p>\n",
+              "<p class=\"instock availability\">\n",
+              "<i class=\"icon-ok\"></i>\n",
+              "    \n",
+              "        In stock\n",
+              "    \n",
+              "</p>\n",
+              "<form>\n",
+              "<button class=\"btn btn-primary btn-block\" data-loading-text=\"Adding...\" type=\"submit\">Add to basket</button>\n",
+              "</form>\n",
+              "</div>\n",
+              "</article>\n",
+              "</li>\n",
+              "<li class=\"col-xs-6 col-sm-4 col-md-3 col-lg-3\">\n",
+              "<article class=\"product_pod\">\n",
+              "<div class=\"image_container\">\n",
+              "<a href=\"../../sapiens-a-brief-history-of-humankind_996/index.html\"><img alt=\"Sapiens: A Brief History of Humankind\" class=\"thumbnail\" src=\"../../../media/cache/be/a5/bea5697f2534a2f86a3ef27b5a8c12a6.jpg\"/></a>\n",
+              "</div>\n",
+              "<p class=\"star-rating Five\">\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "</p>\n",
+              "<h3><a href=\"../../sapiens-a-brief-history-of-humankind_996/index.html\" title=\"Sapiens: A Brief History of Humankind\">Sapiens: A Brief History ...</a></h3>\n",
+              "<div class=\"product_price\">\n",
+              "<p class=\"price_color\">£54.23</p>\n",
+              "<p class=\"instock availability\">\n",
+              "<i class=\"icon-ok\"></i>\n",
+              "    \n",
+              "        In stock\n",
+              "    \n",
+              "</p>\n",
+              "<form>\n",
+              "<button class=\"btn btn-primary btn-block\" data-loading-text=\"Adding...\" type=\"submit\">Add to basket</button>\n",
+              "</form>\n",
+              "</div>\n",
+              "</article>\n",
+              "</li>\n",
+              "<li class=\"col-xs-6 col-sm-4 col-md-3 col-lg-3\">\n",
+              "<article class=\"product_pod\">\n",
+              "<div class=\"image_container\">\n",
+              "<a href=\"../../the-requiem-red_995/index.html\"><img alt=\"The Requiem Red\" class=\"thumbnail\" src=\"../../../media/cache/68/33/68339b4c9bc034267e1da611ab3b34f8.jpg\"/></a>\n",
+              "</div>\n",
+              "<p class=\"star-rating One\">\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "</p>\n",
+              "<h3><a href=\"../../the-requiem-red_995/index.html\" title=\"The Requiem Red\">The Requiem Red</a></h3>\n",
+              "<div class=\"product_price\">\n",
+              "<p class=\"price_color\">£22.65</p>\n",
+              "<p class=\"instock availability\">\n",
+              "<i class=\"icon-ok\"></i>\n",
+              "    \n",
+              "        In stock\n",
+              "    \n",
+              "</p>\n",
+              "<form>\n",
+              "<button class=\"btn btn-primary btn-block\" data-loading-text=\"Adding...\" type=\"submit\">Add to basket</button>\n",
+              "</form>\n",
+              "</div>\n",
+              "</article>\n",
+              "</li>\n",
+              "<li class=\"col-xs-6 col-sm-4 col-md-3 col-lg-3\">\n",
+              "<article class=\"product_pod\">\n",
+              "<div class=\"image_container\">\n",
+              "<a href=\"../../the-dirty-little-secrets-of-getting-your-dream-job_994/index.html\"><img alt=\"The Dirty Little Secrets of Getting Your Dream Job\" class=\"thumbnail\" src=\"../../../media/cache/92/27/92274a95b7c251fea59a2b8a78275ab4.jpg\"/></a>\n",
+              "</div>\n",
+              "<p class=\"star-rating Four\">\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "</p>\n",
+              "<h3><a href=\"../../the-dirty-little-secrets-of-getting-your-dream-job_994/index.html\" title=\"The Dirty Little Secrets of Getting Your Dream Job\">The Dirty Little Secrets ...</a></h3>\n",
+              "<div class=\"product_price\">\n",
+              "<p class=\"price_color\">£33.34</p>\n",
+              "<p class=\"instock availability\">\n",
+              "<i class=\"icon-ok\"></i>\n",
+              "    \n",
+              "        In stock\n",
+              "    \n",
+              "</p>\n",
+              "<form>\n",
+              "<button class=\"btn btn-primary btn-block\" data-loading-text=\"Adding...\" type=\"submit\">Add to basket</button>\n",
+              "</form>\n",
+              "</div>\n",
+              "</article>\n",
+              "</li>\n",
+              "<li class=\"col-xs-6 col-sm-4 col-md-3 col-lg-3\">\n",
+              "<article class=\"product_pod\">\n",
+              "<div class=\"image_container\">\n",
+              "<a href=\"../../the-coming-woman-a-novel-based-on-the-life-of-the-infamous-feminist-victoria-woodhull_993/index.html\"><img alt=\"The Coming Woman: A Novel Based on the Life of the Infamous Feminist, Victoria Woodhull\" class=\"thumbnail\" src=\"../../../media/cache/3d/54/3d54940e57e662c4dd1f3ff00c78cc64.jpg\"/></a>\n",
+              "</div>\n",
+              "<p class=\"star-rating Three\">\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "</p>\n",
+              "<h3><a href=\"../../the-coming-woman-a-novel-based-on-the-life-of-the-infamous-feminist-victoria-woodhull_993/index.html\" title=\"The Coming Woman: A Novel Based on the Life of the Infamous Feminist, Victoria Woodhull\">The Coming Woman: A ...</a></h3>\n",
+              "<div class=\"product_price\">\n",
+              "<p class=\"price_color\">£17.93</p>\n",
+              "<p class=\"instock availability\">\n",
+              "<i class=\"icon-ok\"></i>\n",
+              "    \n",
+              "        In stock\n",
+              "    \n",
+              "</p>\n",
+              "<form>\n",
+              "<button class=\"btn btn-primary btn-block\" data-loading-text=\"Adding...\" type=\"submit\">Add to basket</button>\n",
+              "</form>\n",
+              "</div>\n",
+              "</article>\n",
+              "</li>\n",
+              "<li class=\"col-xs-6 col-sm-4 col-md-3 col-lg-3\">\n",
+              "<article class=\"product_pod\">\n",
+              "<div class=\"image_container\">\n",
+              "<a href=\"../../the-boys-in-the-boat-nine-americans-and-their-epic-quest-for-gold-at-the-1936-berlin-olympics_992/index.html\"><img alt=\"The Boys in the Boat: Nine Americans and Their Epic Quest for Gold at the 1936 Berlin Olympics\" class=\"thumbnail\" src=\"../../../media/cache/66/88/66883b91f6804b2323c8369331cb7dd1.jpg\"/></a>\n",
+              "</div>\n",
+              "<p class=\"star-rating Four\">\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "</p>\n",
+              "<h3><a href=\"../../the-boys-in-the-boat-nine-americans-and-their-epic-quest-for-gold-at-the-1936-berlin-olympics_992/index.html\" title=\"The Boys in the Boat: Nine Americans and Their Epic Quest for Gold at the 1936 Berlin Olympics\">The Boys in the ...</a></h3>\n",
+              "<div class=\"product_price\">\n",
+              "<p class=\"price_color\">£22.60</p>\n",
+              "<p class=\"instock availability\">\n",
+              "<i class=\"icon-ok\"></i>\n",
+              "    \n",
+              "        In stock\n",
+              "    \n",
+              "</p>\n",
+              "<form>\n",
+              "<button class=\"btn btn-primary btn-block\" data-loading-text=\"Adding...\" type=\"submit\">Add to basket</button>\n",
+              "</form>\n",
+              "</div>\n",
+              "</article>\n",
+              "</li>\n",
+              "<li class=\"col-xs-6 col-sm-4 col-md-3 col-lg-3\">\n",
+              "<article class=\"product_pod\">\n",
+              "<div class=\"image_container\">\n",
+              "<a href=\"../../the-black-maria_991/index.html\"><img alt=\"The Black Maria\" class=\"thumbnail\" src=\"../../../media/cache/58/46/5846057e28022268153beff6d352b06c.jpg\"/></a>\n",
+              "</div>\n",
+              "<p class=\"star-rating One\">\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "</p>\n",
+              "<h3><a href=\"../../the-black-maria_991/index.html\" title=\"The Black Maria\">The Black Maria</a></h3>\n",
+              "<div class=\"product_price\">\n",
+              "<p class=\"price_color\">£52.15</p>\n",
+              "<p class=\"instock availability\">\n",
+              "<i class=\"icon-ok\"></i>\n",
+              "    \n",
+              "        In stock\n",
+              "    \n",
+              "</p>\n",
+              "<form>\n",
+              "<button class=\"btn btn-primary btn-block\" data-loading-text=\"Adding...\" type=\"submit\">Add to basket</button>\n",
+              "</form>\n",
+              "</div>\n",
+              "</article>\n",
+              "</li>\n",
+              "<li class=\"col-xs-6 col-sm-4 col-md-3 col-lg-3\">\n",
+              "<article class=\"product_pod\">\n",
+              "<div class=\"image_container\">\n",
+              "<a href=\"../../starving-hearts-triangular-trade-trilogy-1_990/index.html\"><img alt=\"Starving Hearts (Triangular Trade Trilogy, #1)\" class=\"thumbnail\" src=\"../../../media/cache/be/f4/bef44da28c98f905a3ebec0b87be8530.jpg\"/></a>\n",
+              "</div>\n",
+              "<p class=\"star-rating Two\">\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "</p>\n",
+              "<h3><a href=\"../../starving-hearts-triangular-trade-trilogy-1_990/index.html\" title=\"Starving Hearts (Triangular Trade Trilogy, #1)\">Starving Hearts (Triangular Trade ...</a></h3>\n",
+              "<div class=\"product_price\">\n",
+              "<p class=\"price_color\">£13.99</p>\n",
+              "<p class=\"instock availability\">\n",
+              "<i class=\"icon-ok\"></i>\n",
+              "    \n",
+              "        In stock\n",
+              "    \n",
+              "</p>\n",
+              "<form>\n",
+              "<button class=\"btn btn-primary btn-block\" data-loading-text=\"Adding...\" type=\"submit\">Add to basket</button>\n",
+              "</form>\n",
+              "</div>\n",
+              "</article>\n",
+              "</li>\n",
+              "<li class=\"col-xs-6 col-sm-4 col-md-3 col-lg-3\">\n",
+              "<article class=\"product_pod\">\n",
+              "<div class=\"image_container\">\n",
+              "<a href=\"../../shakespeares-sonnets_989/index.html\"><img alt=\"Shakespeare's Sonnets\" class=\"thumbnail\" src=\"../../../media/cache/10/48/1048f63d3b5061cd2f424d20b3f9b666.jpg\"/></a>\n",
+              "</div>\n",
+              "<p class=\"star-rating Four\">\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "</p>\n",
+              "<h3><a href=\"../../shakespeares-sonnets_989/index.html\" title=\"Shakespeare's Sonnets\">Shakespeare's Sonnets</a></h3>\n",
+              "<div class=\"product_price\">\n",
+              "<p class=\"price_color\">£20.66</p>\n",
+              "<p class=\"instock availability\">\n",
+              "<i class=\"icon-ok\"></i>\n",
+              "    \n",
+              "        In stock\n",
+              "    \n",
+              "</p>\n",
+              "<form>\n",
+              "<button class=\"btn btn-primary btn-block\" data-loading-text=\"Adding...\" type=\"submit\">Add to basket</button>\n",
+              "</form>\n",
+              "</div>\n",
+              "</article>\n",
+              "</li>\n",
+              "<li class=\"col-xs-6 col-sm-4 col-md-3 col-lg-3\">\n",
+              "<article class=\"product_pod\">\n",
+              "<div class=\"image_container\">\n",
+              "<a href=\"../../set-me-free_988/index.html\"><img alt=\"Set Me Free\" class=\"thumbnail\" src=\"../../../media/cache/5b/88/5b88c52633f53cacf162c15f4f823153.jpg\"/></a>\n",
+              "</div>\n",
+              "<p class=\"star-rating Five\">\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "</p>\n",
+              "<h3><a href=\"../../set-me-free_988/index.html\" title=\"Set Me Free\">Set Me Free</a></h3>\n",
+              "<div class=\"product_price\">\n",
+              "<p class=\"price_color\">£17.46</p>\n",
+              "<p class=\"instock availability\">\n",
+              "<i class=\"icon-ok\"></i>\n",
+              "    \n",
+              "        In stock\n",
+              "    \n",
+              "</p>\n",
+              "<form>\n",
+              "<button class=\"btn btn-primary btn-block\" data-loading-text=\"Adding...\" type=\"submit\">Add to basket</button>\n",
+              "</form>\n",
+              "</div>\n",
+              "</article>\n",
+              "</li>\n",
+              "<li class=\"col-xs-6 col-sm-4 col-md-3 col-lg-3\">\n",
+              "<article class=\"product_pod\">\n",
+              "<div class=\"image_container\">\n",
+              "<a href=\"../../scott-pilgrims-precious-little-life-scott-pilgrim-1_987/index.html\"><img alt=\"Scott Pilgrim's Precious Little Life (Scott Pilgrim #1)\" class=\"thumbnail\" src=\"../../../media/cache/94/b1/94b1b8b244bce9677c2f29ccc890d4d2.jpg\"/></a>\n",
+              "</div>\n",
+              "<p class=\"star-rating Five\">\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "</p>\n",
+              "<h3><a href=\"../../scott-pilgrims-precious-little-life-scott-pilgrim-1_987/index.html\" title=\"Scott Pilgrim's Precious Little Life (Scott Pilgrim #1)\">Scott Pilgrim's Precious Little ...</a></h3>\n",
+              "<div class=\"product_price\">\n",
+              "<p class=\"price_color\">£52.29</p>\n",
+              "<p class=\"instock availability\">\n",
+              "<i class=\"icon-ok\"></i>\n",
+              "    \n",
+              "        In stock\n",
+              "    \n",
+              "</p>\n",
+              "<form>\n",
+              "<button class=\"btn btn-primary btn-block\" data-loading-text=\"Adding...\" type=\"submit\">Add to basket</button>\n",
+              "</form>\n",
+              "</div>\n",
+              "</article>\n",
+              "</li>\n",
+              "<li class=\"col-xs-6 col-sm-4 col-md-3 col-lg-3\">\n",
+              "<article class=\"product_pod\">\n",
+              "<div class=\"image_container\">\n",
+              "<a href=\"../../rip-it-up-and-start-again_986/index.html\"><img alt=\"Rip it Up and Start Again\" class=\"thumbnail\" src=\"../../../media/cache/81/c4/81c4a973364e17d01f217e1188253d5e.jpg\"/></a>\n",
+              "</div>\n",
+              "<p class=\"star-rating Five\">\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "</p>\n",
+              "<h3><a href=\"../../rip-it-up-and-start-again_986/index.html\" title=\"Rip it Up and Start Again\">Rip it Up and ...</a></h3>\n",
+              "<div class=\"product_price\">\n",
+              "<p class=\"price_color\">£35.02</p>\n",
+              "<p class=\"instock availability\">\n",
+              "<i class=\"icon-ok\"></i>\n",
+              "    \n",
+              "        In stock\n",
+              "    \n",
+              "</p>\n",
+              "<form>\n",
+              "<button class=\"btn btn-primary btn-block\" data-loading-text=\"Adding...\" type=\"submit\">Add to basket</button>\n",
+              "</form>\n",
+              "</div>\n",
+              "</article>\n",
+              "</li>\n",
+              "<li class=\"col-xs-6 col-sm-4 col-md-3 col-lg-3\">\n",
+              "<article class=\"product_pod\">\n",
+              "<div class=\"image_container\">\n",
+              "<a href=\"../../our-band-could-be-your-life-scenes-from-the-american-indie-underground-1981-1991_985/index.html\"><img alt=\"Our Band Could Be Your Life: Scenes from the American Indie Underground, 1981-1991\" class=\"thumbnail\" src=\"../../../media/cache/54/60/54607fe8945897cdcced0044103b10b6.jpg\"/></a>\n",
+              "</div>\n",
+              "<p class=\"star-rating Three\">\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "</p>\n",
+              "<h3><a href=\"../../our-band-could-be-your-life-scenes-from-the-american-indie-underground-1981-1991_985/index.html\" title=\"Our Band Could Be Your Life: Scenes from the American Indie Underground, 1981-1991\">Our Band Could Be ...</a></h3>\n",
+              "<div class=\"product_price\">\n",
+              "<p class=\"price_color\">£57.25</p>\n",
+              "<p class=\"instock availability\">\n",
+              "<i class=\"icon-ok\"></i>\n",
+              "    \n",
+              "        In stock\n",
+              "    \n",
+              "</p>\n",
+              "<form>\n",
+              "<button class=\"btn btn-primary btn-block\" data-loading-text=\"Adding...\" type=\"submit\">Add to basket</button>\n",
+              "</form>\n",
+              "</div>\n",
+              "</article>\n",
+              "</li>\n",
+              "<li class=\"col-xs-6 col-sm-4 col-md-3 col-lg-3\">\n",
+              "<article class=\"product_pod\">\n",
+              "<div class=\"image_container\">\n",
+              "<a href=\"../../olio_984/index.html\"><img alt=\"Olio\" class=\"thumbnail\" src=\"../../../media/cache/55/33/553310a7162dfbc2c6d19a84da0df9e1.jpg\"/></a>\n",
+              "</div>\n",
+              "<p class=\"star-rating One\">\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "</p>\n",
+              "<h3><a href=\"../../olio_984/index.html\" title=\"Olio\">Olio</a></h3>\n",
+              "<div class=\"product_price\">\n",
+              "<p class=\"price_color\">£23.88</p>\n",
+              "<p class=\"instock availability\">\n",
+              "<i class=\"icon-ok\"></i>\n",
+              "    \n",
+              "        In stock\n",
+              "    \n",
+              "</p>\n",
+              "<form>\n",
+              "<button class=\"btn btn-primary btn-block\" data-loading-text=\"Adding...\" type=\"submit\">Add to basket</button>\n",
+              "</form>\n",
+              "</div>\n",
+              "</article>\n",
+              "</li>\n",
+              "<li class=\"col-xs-6 col-sm-4 col-md-3 col-lg-3\">\n",
+              "<article class=\"product_pod\">\n",
+              "<div class=\"image_container\">\n",
+              "<a href=\"../../mesaerion-the-best-science-fiction-stories-1800-1849_983/index.html\"><img alt=\"Mesaerion: The Best Science Fiction Stories 1800-1849\" class=\"thumbnail\" src=\"../../../media/cache/09/a3/09a3aef48557576e1a85ba7efea8ecb7.jpg\"/></a>\n",
+              "</div>\n",
+              "<p class=\"star-rating One\">\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "</p>\n",
+              "<h3><a href=\"../../mesaerion-the-best-science-fiction-stories-1800-1849_983/index.html\" title=\"Mesaerion: The Best Science Fiction Stories 1800-1849\">Mesaerion: The Best Science ...</a></h3>\n",
+              "<div class=\"product_price\">\n",
+              "<p class=\"price_color\">£37.59</p>\n",
+              "<p class=\"instock availability\">\n",
+              "<i class=\"icon-ok\"></i>\n",
+              "    \n",
+              "        In stock\n",
+              "    \n",
+              "</p>\n",
+              "<form>\n",
+              "<button class=\"btn btn-primary btn-block\" data-loading-text=\"Adding...\" type=\"submit\">Add to basket</button>\n",
+              "</form>\n",
+              "</div>\n",
+              "</article>\n",
+              "</li>\n",
+              "<li class=\"col-xs-6 col-sm-4 col-md-3 col-lg-3\">\n",
+              "<article class=\"product_pod\">\n",
+              "<div class=\"image_container\">\n",
+              "<a href=\"../../libertarianism-for-beginners_982/index.html\"><img alt=\"Libertarianism for Beginners\" class=\"thumbnail\" src=\"../../../media/cache/0b/bc/0bbcd0a6f4bcd81ccb1049a52736406e.jpg\"/></a>\n",
+              "</div>\n",
+              "<p class=\"star-rating Two\">\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "</p>\n",
+              "<h3><a href=\"../../libertarianism-for-beginners_982/index.html\" title=\"Libertarianism for Beginners\">Libertarianism for Beginners</a></h3>\n",
+              "<div class=\"product_price\">\n",
+              "<p class=\"price_color\">£51.33</p>\n",
+              "<p class=\"instock availability\">\n",
+              "<i class=\"icon-ok\"></i>\n",
+              "    \n",
+              "        In stock\n",
+              "    \n",
+              "</p>\n",
+              "<form>\n",
+              "<button class=\"btn btn-primary btn-block\" data-loading-text=\"Adding...\" type=\"submit\">Add to basket</button>\n",
+              "</form>\n",
+              "</div>\n",
+              "</article>\n",
+              "</li>\n",
+              "<li class=\"col-xs-6 col-sm-4 col-md-3 col-lg-3\">\n",
+              "<article class=\"product_pod\">\n",
+              "<div class=\"image_container\">\n",
+              "<a href=\"../../its-only-the-himalayas_981/index.html\"><img alt=\"It's Only the Himalayas\" class=\"thumbnail\" src=\"../../../media/cache/27/a5/27a53d0bb95bdd88288eaf66c9230d7e.jpg\"/></a>\n",
+              "</div>\n",
+              "<p class=\"star-rating Two\">\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "</p>\n",
+              "<h3><a href=\"../../its-only-the-himalayas_981/index.html\" title=\"It's Only the Himalayas\">It's Only the Himalayas</a></h3>\n",
+              "<div class=\"product_price\">\n",
+              "<p class=\"price_color\">£45.17</p>\n",
+              "<p class=\"instock availability\">\n",
+              "<i class=\"icon-ok\"></i>\n",
+              "    \n",
+              "        In stock\n",
+              "    \n",
+              "</p>\n",
+              "<form>\n",
+              "<button class=\"btn btn-primary btn-block\" data-loading-text=\"Adding...\" type=\"submit\">Add to basket</button>\n",
+              "</form>\n",
+              "</div>\n",
+              "</article>\n",
+              "</li>\n",
+              "</ol>\n",
+              "<div>\n",
+              "<ul class=\"pager\">\n",
+              "<li class=\"current\">\n",
+              "            \n",
+              "                Page 1 of 50\n",
+              "            \n",
+              "            </li>\n",
+              "<li class=\"next\"><a href=\"page-2.html\">next</a></li>\n",
+              "</ul>\n",
+              "</div>\n",
+              "</div>\n",
+              "</section>\n",
+              "</div>\n",
+              "</div><!-- /row -->\n",
+              "</div><!-- /page_inner -->\n",
+              "</div><!-- /container-fluid -->\n",
+              "<footer class=\"footer container-fluid\">\n",
+              "</footer>\n",
+              "<!-- jQuery -->\n",
+              "<script src=\"http://ajax.googleapis.com/ajax/libs/jquery/1.9.1/jquery.min.js\"></script>\n",
+              "<script>window.jQuery || document.write('<script src=\"../../../static/oscar/js/jquery/jquery-1.9.1.min.js\"><\\/script>')</script>\n",
+              "<!-- Twitter Bootstrap -->\n",
+              "<script src=\"../../../static/oscar/js/bootstrap3/bootstrap.min.js\" type=\"text/javascript\"></script>\n",
+              "<!-- Oscar -->\n",
+              "<script charset=\"utf-8\" src=\"../../../static/oscar/js/oscar/ui.js\" type=\"text/javascript\"></script>\n",
+              "<script charset=\"utf-8\" src=\"../../../static/oscar/js/bootstrap-datetimepicker/bootstrap-datetimepicker.js\" type=\"text/javascript\"></script>\n",
+              "<script charset=\"utf-8\" src=\"../../../static/oscar/js/bootstrap-datetimepicker/locales/bootstrap-datetimepicker.all.js\" type=\"text/javascript\"></script>\n",
+              "<script type=\"text/javascript\">\n",
+              "            $(function() {\n",
+              "                \n",
+              "    \n",
+              "    \n",
+              "    oscar.init();\n",
+              "\n",
+              "    oscar.search.init();\n",
+              "\n",
+              "            });\n",
+              "        </script>\n",
+              "<!-- Version: N/A -->\n",
+              "</body>\n",
+              "</html>"
+            ]
+          },
+          "execution_count": 80,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
+      "source": [
+        "soup = BeautifulSoup(response.content)\n",
+        "soup"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "id": "01297ec6",
+      "metadata": {},
+      "source": [
+        "Expected Outcome** --> SO PARA GUIAR APAGAR DEPOIS\n",
+        "\n",
+        "A function named `scrape_books` that takes two parameters: `min_rating` and `max_price`. The function should scrape book data from the \"Books to Scrape\" website and return a `pandas` DataFrame with the following columns:\n",
+        "\n",
+        "**Expected Outcome**\n",
+        "\n",
+        "- A function named `scrape_books` that takes two parameters: `min_rating` and `max_price`.\n",
+        "- The function should return a DataFrame with the following columns:\n",
+        "  - **UPC**: The Universal Product Code (UPC) of the book.\n",
+        "  - **Title**: The title of the book.\n",
+        "  - **Price (£)**: The price of the book in pounds.\n",
+        "  - **Rating**: The rating of the book (1-5 stars).\n",
+        "  - **Genre**: The genre of the book.\n",
+        "  - **Availability**: Whether the book is in stock or not.\n",
+        "  - **Description**: A brief description or product description of the book (if available).\n",
+        "  \n",
+        "You will execute this script to scrape data for books with a minimum rating of `4.0 and above` and a maximum price of `£20`. "
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 81,
+      "id": "ffcf9206",
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "# Retrieve the book grid\n",
+        "\n",
+        "books_grid = soup.find(\"ol\", attrs = {\"class\":\"row\"})\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "id": "9ffc007f",
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "books_grid"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "id": "8be0b8f4",
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "books = books_grid.find_all(\"li\", attrs ={\"col-xs-6 col-sm-4 col-md-3 col-lg-3\"})\n",
+        "books"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "id": "faff16f8",
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "# Retrieve columns:\n",
+        "#   -> UPC          -> Genre\n",
+        "#   -> Title.        -> Availability.\n",
+        "#   -> Price.        -> Description.....\n",
+        "#   -> Rating.\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 86,
+      "id": "ca7c283c",
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "'A Light in the Attic'"
+            ]
+          },
+          "execution_count": 86,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
+      "source": [
+        "# Title.\n",
+        "\n",
+        "title = books[0].find_all(\"a\")[1][\"title\"]\n",
+        "title"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 87,
+      "id": "eb35cf21",
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "'£51.77'"
+            ]
+          },
+          "execution_count": 87,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
+      "source": [
+        "# Price.\n",
+        "\n",
+        "price = books[0].find(\"p\", attrs = {\"class\": \"price_color\"}).get_text()\n",
+        "price"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "id": "86910fad",
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "# Rating.\n",
+        "\n",
+        "books[0].find(\"article\", attrs = {\"class\": \"product_pod\"})"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 94,
+      "id": "d50107b0",
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "'star_rating Three'"
+            ]
+          },
+          "execution_count": 94,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
+      "source": [
+        "# Rating.\n",
+        "\n",
+        "rating_get = books[0].find(\"article\", attrs = {\"class\": \"product_pod\"})\n",
+        "rating_star = rating_get.find(\"p\", attrs= {\"class\":\"star-rating Three\"})\n",
+        "\n",
+        "rating = rating_star.get_text(\"star_rating Three\").split(\"\\n\")[1]\n",
+        "rating"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 90,
+      "id": "c3b78d8f",
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "'In stock'"
+            ]
+          },
+          "execution_count": 90,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
+      "source": [
+        "# Availability.\n",
+        "\n",
+        "availability = books[0].find(\"p\", attrs = {\"class\": \"instock availability\"}).get_text().strip()\n",
+        "availability"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 91,
+      "id": "b2477418",
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "[<a href=\"../../a-light-in-the-attic_1000/index.html\"><img alt=\"A Light in the Attic\" class=\"thumbnail\" src=\"../../../media/cache/2c/da/2cdad67c44b002e7ead0cc35693c0e8b.jpg\"/></a>,\n",
+              " <a href=\"../../a-light-in-the-attic_1000/index.html\" title=\"A Light in the Attic\">A Light in the ...</a>]"
+            ]
+          },
+          "execution_count": 91,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
+      "source": [
+        "# Description....\n",
+        "\n",
+        "books[0].find_all(\"a\")"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "id": "72367f69",
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "<Response [200]>"
+            ]
+          },
+          "execution_count": 92,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
+      "source": [
+        "# Books details page -> url_2 to retrieve detail information about each book\n",
+        "\n",
+        "url_2 = \"https://books.toscrape.com/catalogue/a-light-in-the-attic_1000/index.html\"\n",
+        "response_2 = requests.get(url_2)\n",
+        "response_2"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 93,
+      "id": "a7b937db",
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "\n",
+              "<!DOCTYPE html>\n",
+              "\n",
+              "<!--[if lt IE 7]>      <html lang=\"en-us\" class=\"no-js lt-ie9 lt-ie8 lt-ie7\"> <![endif]-->\n",
+              "<!--[if IE 7]>         <html lang=\"en-us\" class=\"no-js lt-ie9 lt-ie8\"> <![endif]-->\n",
+              "<!--[if IE 8]>         <html lang=\"en-us\" class=\"no-js lt-ie9\"> <![endif]-->\n",
+              "<!--[if gt IE 8]><!--> <html class=\"no-js\" lang=\"en-us\"> <!--<![endif]-->\n",
+              "<head>\n",
+              "<title>\n",
+              "    A Light in the Attic | Books to Scrape - Sandbox\n",
+              "</title>\n",
+              "<meta content=\"text/html; charset=utf-8\" http-equiv=\"content-type\"/>\n",
+              "<meta content=\"24th Jun 2016 09:29\" name=\"created\"/>\n",
+              "<meta content=\"\n",
+              "    It's hard to imagine a world without A Light in the Attic. This now-classic collection of poetry and drawings from Shel Silverstein celebrates its 20th anniversary with this special edition. Silverstein's humorous and creative verse can amuse the dowdiest of readers. Lemon-faced adults and fidgety kids sit still and read these rhythmic words and laugh and smile and love th It's hard to imagine a world without A Light in the Attic. This now-classic collection of poetry and drawings from Shel Silverstein celebrates its 20th anniversary with this special edition. Silverstein's humorous and creative verse can amuse the dowdiest of readers. Lemon-faced adults and fidgety kids sit still and read these rhythmic words and laugh and smile and love that Silverstein. Need proof of his genius? RockabyeRockabye baby, in the treetopDon't you know a treetopIs no safe place to rock?And who put you up there,And your cradle, too?Baby, I think someone down here'sGot it in for you. Shel, you never sounded so good. ...more\n",
+              "\" name=\"description\"/>\n",
+              "<meta content=\"width=device-width\" name=\"viewport\"/>\n",
+              "<meta content=\"NOARCHIVE,NOCACHE\" name=\"robots\"/>\n",
+              "<!-- Le HTML5 shim, for IE6-8 support of HTML elements -->\n",
+              "<!--[if lt IE 9]>\n",
+              "        <script src=\"//html5shim.googlecode.com/svn/trunk/html5.js\"></script>\n",
+              "        <![endif]-->\n",
+              "<link href=\"../../static/oscar/favicon.ico\" rel=\"shortcut icon\"/>\n",
+              "<link href=\"../../static/oscar/css/styles.css\" rel=\"stylesheet\" type=\"text/css\"/>\n",
+              "<link href=\"../../static/oscar/js/bootstrap-datetimepicker/bootstrap-datetimepicker.css\" rel=\"stylesheet\"/>\n",
+              "<link href=\"../../static/oscar/css/datetimepicker.css\" rel=\"stylesheet\" type=\"text/css\"/>\n",
+              "</head>\n",
+              "<body class=\"default\" id=\"default\">\n",
+              "<header class=\"header container-fluid\">\n",
+              "<div class=\"page_inner\">\n",
+              "<div class=\"row\">\n",
+              "<div class=\"col-sm-8 h1\"><a href=\"../../index.html\">Books to Scrape</a><small> We love being scraped!</small>\n",
+              "</div>\n",
+              "</div>\n",
+              "</div>\n",
+              "</header>\n",
+              "<div class=\"container-fluid page\">\n",
+              "<div class=\"page_inner\">\n",
+              "<ul class=\"breadcrumb\">\n",
+              "<li>\n",
+              "<a href=\"../../index.html\">Home</a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../category/books_1/index.html\">Books</a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../category/books/poetry_23/index.html\">Poetry</a>\n",
+              "</li>\n",
+              "<li class=\"active\">A Light in the Attic</li>\n",
+              "</ul>\n",
+              "<div id=\"messages\">\n",
+              "</div>\n",
+              "<div class=\"content\">\n",
+              "<div id=\"promotions\">\n",
+              "</div>\n",
+              "<div id=\"content_inner\">\n",
+              "<article class=\"product_page\"><!-- Start of product page -->\n",
+              "<div class=\"row\">\n",
+              "<div class=\"col-sm-6\">\n",
+              "<div class=\"carousel\" id=\"product_gallery\">\n",
+              "<div class=\"thumbnail\">\n",
+              "<div class=\"carousel-inner\">\n",
+              "<div class=\"item active\">\n",
+              "<img alt=\"A Light in the Attic\" src=\"../../media/cache/fe/72/fe72f0532301ec28892ae79a629a293c.jpg\"/>\n",
+              "</div>\n",
+              "</div>\n",
+              "</div>\n",
+              "</div>\n",
+              "</div>\n",
+              "<div class=\"col-sm-6 product_main\">\n",
+              "<h1>A Light in the Attic</h1>\n",
+              "<p class=\"price_color\">£51.77</p>\n",
+              "<p class=\"instock availability\">\n",
+              "<i class=\"icon-ok\"></i>\n",
+              "    \n",
+              "        In stock (22 available)\n",
+              "    \n",
+              "</p>\n",
+              "<p class=\"star-rating Three\">\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<!-- <small><a href=\"/catalogue/a-light-in-the-attic_1000/reviews/\">\n",
+              "        \n",
+              "                \n",
+              "                    0 customer reviews\n",
+              "                \n",
+              "        </a></small>\n",
+              "         --> \n",
+              "\n",
+              "\n",
+              "<!-- \n",
+              "    <a id=\"write_review\" href=\"/catalogue/a-light-in-the-attic_1000/reviews/add/#addreview\" class=\"btn btn-success btn-sm\">\n",
+              "        Write a review\n",
+              "    </a>\n",
+              "\n",
+              " --></p>\n",
+              "<hr/>\n",
+              "<div class=\"alert alert-warning\" role=\"alert\"><strong>Warning!</strong> This is a demo website for web scraping purposes. Prices and ratings here were randomly assigned and have no real meaning.</div>\n",
+              "</div><!-- /col-sm-6 -->\n",
+              "</div><!-- /row -->\n",
+              "<div class=\"sub-header\" id=\"product_description\">\n",
+              "<h2>Product Description</h2>\n",
+              "</div>\n",
+              "<p>It's hard to imagine a world without A Light in the Attic. This now-classic collection of poetry and drawings from Shel Silverstein celebrates its 20th anniversary with this special edition. Silverstein's humorous and creative verse can amuse the dowdiest of readers. Lemon-faced adults and fidgety kids sit still and read these rhythmic words and laugh and smile and love th It's hard to imagine a world without A Light in the Attic. This now-classic collection of poetry and drawings from Shel Silverstein celebrates its 20th anniversary with this special edition. Silverstein's humorous and creative verse can amuse the dowdiest of readers. Lemon-faced adults and fidgety kids sit still and read these rhythmic words and laugh and smile and love that Silverstein. Need proof of his genius? RockabyeRockabye baby, in the treetopDon't you know a treetopIs no safe place to rock?And who put you up there,And your cradle, too?Baby, I think someone down here'sGot it in for you. Shel, you never sounded so good. ...more</p>\n",
+              "<div class=\"sub-header\">\n",
+              "<h2>Product Information</h2>\n",
+              "</div>\n",
+              "<table class=\"table table-striped\">\n",
+              "<tr>\n",
+              "<th>UPC</th><td>a897fe39b1053632</td>\n",
+              "</tr>\n",
+              "<tr>\n",
+              "<th>Product Type</th><td>Books</td>\n",
+              "</tr>\n",
+              "<tr>\n",
+              "<th>Price (excl. tax)</th><td>£51.77</td>\n",
+              "</tr>\n",
+              "<tr>\n",
+              "<th>Price (incl. tax)</th><td>£51.77</td>\n",
+              "</tr>\n",
+              "<tr>\n",
+              "<th>Tax</th><td>£0.00</td>\n",
+              "</tr>\n",
+              "<tr>\n",
+              "<th>Availability</th>\n",
+              "<td>In stock (22 available)</td>\n",
+              "</tr>\n",
+              "<tr>\n",
+              "<th>Number of reviews</th>\n",
+              "<td>0</td>\n",
+              "</tr>\n",
+              "</table>\n",
+              "<section>\n",
+              "<div class=\"sub-header\" id=\"reviews\">\n",
+              "</div>\n",
+              "</section>\n",
+              "</article><!-- End of product page -->\n",
+              "</div>\n",
+              "</div>\n",
+              "</div>\n",
+              "</div>\n",
+              "<footer class=\"footer container-fluid\">\n",
+              "</footer>\n",
+              "<!-- jQuery -->\n",
+              "<script src=\"http://ajax.googleapis.com/ajax/libs/jquery/1.9.1/jquery.min.js\"></script>\n",
+              "<script>window.jQuery || document.write('<script src=\"../../static/oscar/js/jquery/jquery-1.9.1.min.js\"><\\/script>')</script>\n",
+              "<!-- Twitter Bootstrap -->\n",
+              "<script src=\"../../static/oscar/js/bootstrap3/bootstrap.min.js\" type=\"text/javascript\"></script>\n",
+              "<!-- Oscar -->\n",
+              "<script charset=\"utf-8\" src=\"../../static/oscar/js/oscar/ui.js\" type=\"text/javascript\"></script>\n",
+              "<script charset=\"utf-8\" src=\"../../static/oscar/js/bootstrap-datetimepicker/bootstrap-datetimepicker.js\" type=\"text/javascript\"></script>\n",
+              "<script charset=\"utf-8\" src=\"../../static/oscar/js/bootstrap-datetimepicker/locales/bootstrap-datetimepicker.all.js\" type=\"text/javascript\"></script>\n",
+              "<script type=\"text/javascript\">\n",
+              "            $(function() {\n",
+              "                \n",
+              "    \n",
+              "    oscar.init();\n",
+              "\n",
+              "            });\n",
+              "        </script>\n",
+              "<!-- Version: N/A -->\n",
+              "</body>\n",
+              "</html>"
+            ]
+          },
+          "execution_count": 93,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
+      "source": [
+        "soup_2 = BeautifulSoup(response_2.content)\n",
+        "soup_2"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 99,
+      "id": "5978e275",
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "<body class=\"default\" id=\"default\">\n",
+              "<header class=\"header container-fluid\">\n",
+              "<div class=\"page_inner\">\n",
+              "<div class=\"row\">\n",
+              "<div class=\"col-sm-8 h1\"><a href=\"../../../index.html\">Books to Scrape</a><small> We love being scraped!</small>\n",
+              "</div>\n",
+              "</div>\n",
+              "</div>\n",
+              "</header>\n",
+              "<div class=\"container-fluid page\">\n",
+              "<div class=\"page_inner\">\n",
+              "<ul class=\"breadcrumb\">\n",
+              "<li>\n",
+              "<a href=\"../../../index.html\">Home</a>\n",
+              "</li>\n",
+              "<li class=\"active\">Books</li>\n",
+              "</ul>\n",
+              "<div class=\"row\">\n",
+              "<aside class=\"sidebar col-sm-4 col-md-3\">\n",
+              "<div id=\"promotions_left\">\n",
+              "</div>\n",
+              "<div class=\"side_categories\">\n",
+              "<ul class=\"nav nav-list\">\n",
+              "<li>\n",
+              "<a href=\"index.html\">\n",
+              "<strong>Books</strong>\n",
+              "</a>\n",
+              "<ul>\n",
+              "<li>\n",
+              "<a href=\"../books/travel_2/index.html\">\n",
+              "                            \n",
+              "                                Travel\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/mystery_3/index.html\">\n",
+              "                            \n",
+              "                                Mystery\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/historical-fiction_4/index.html\">\n",
+              "                            \n",
+              "                                Historical Fiction\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/sequential-art_5/index.html\">\n",
+              "                            \n",
+              "                                Sequential Art\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/classics_6/index.html\">\n",
+              "                            \n",
+              "                                Classics\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/philosophy_7/index.html\">\n",
+              "                            \n",
+              "                                Philosophy\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/romance_8/index.html\">\n",
+              "                            \n",
+              "                                Romance\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/womens-fiction_9/index.html\">\n",
+              "                            \n",
+              "                                Womens Fiction\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/fiction_10/index.html\">\n",
+              "                            \n",
+              "                                Fiction\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/childrens_11/index.html\">\n",
+              "                            \n",
+              "                                Childrens\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/religion_12/index.html\">\n",
+              "                            \n",
+              "                                Religion\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/nonfiction_13/index.html\">\n",
+              "                            \n",
+              "                                Nonfiction\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/music_14/index.html\">\n",
+              "                            \n",
+              "                                Music\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/default_15/index.html\">\n",
+              "                            \n",
+              "                                Default\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/science-fiction_16/index.html\">\n",
+              "                            \n",
+              "                                Science Fiction\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/sports-and-games_17/index.html\">\n",
+              "                            \n",
+              "                                Sports and Games\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/add-a-comment_18/index.html\">\n",
+              "                            \n",
+              "                                Add a comment\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/fantasy_19/index.html\">\n",
+              "                            \n",
+              "                                Fantasy\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/new-adult_20/index.html\">\n",
+              "                            \n",
+              "                                New Adult\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/young-adult_21/index.html\">\n",
+              "                            \n",
+              "                                Young Adult\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/science_22/index.html\">\n",
+              "                            \n",
+              "                                Science\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/poetry_23/index.html\">\n",
+              "                            \n",
+              "                                Poetry\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/paranormal_24/index.html\">\n",
+              "                            \n",
+              "                                Paranormal\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/art_25/index.html\">\n",
+              "                            \n",
+              "                                Art\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/psychology_26/index.html\">\n",
+              "                            \n",
+              "                                Psychology\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/autobiography_27/index.html\">\n",
+              "                            \n",
+              "                                Autobiography\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/parenting_28/index.html\">\n",
+              "                            \n",
+              "                                Parenting\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/adult-fiction_29/index.html\">\n",
+              "                            \n",
+              "                                Adult Fiction\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/humor_30/index.html\">\n",
+              "                            \n",
+              "                                Humor\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/horror_31/index.html\">\n",
+              "                            \n",
+              "                                Horror\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/history_32/index.html\">\n",
+              "                            \n",
+              "                                History\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/food-and-drink_33/index.html\">\n",
+              "                            \n",
+              "                                Food and Drink\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/christian-fiction_34/index.html\">\n",
+              "                            \n",
+              "                                Christian Fiction\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/business_35/index.html\">\n",
+              "                            \n",
+              "                                Business\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/biography_36/index.html\">\n",
+              "                            \n",
+              "                                Biography\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/thriller_37/index.html\">\n",
+              "                            \n",
+              "                                Thriller\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/contemporary_38/index.html\">\n",
+              "                            \n",
+              "                                Contemporary\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/spirituality_39/index.html\">\n",
+              "                            \n",
+              "                                Spirituality\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/academic_40/index.html\">\n",
+              "                            \n",
+              "                                Academic\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/self-help_41/index.html\">\n",
+              "                            \n",
+              "                                Self Help\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/historical_42/index.html\">\n",
+              "                            \n",
+              "                                Historical\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/christian_43/index.html\">\n",
+              "                            \n",
+              "                                Christian\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/suspense_44/index.html\">\n",
+              "                            \n",
+              "                                Suspense\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/short-stories_45/index.html\">\n",
+              "                            \n",
+              "                                Short Stories\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/novels_46/index.html\">\n",
+              "                            \n",
+              "                                Novels\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/health_47/index.html\">\n",
+              "                            \n",
+              "                                Health\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/politics_48/index.html\">\n",
+              "                            \n",
+              "                                Politics\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/cultural_49/index.html\">\n",
+              "                            \n",
+              "                                Cultural\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/erotica_50/index.html\">\n",
+              "                            \n",
+              "                                Erotica\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/crime_51/index.html\">\n",
+              "                            \n",
+              "                                Crime\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "</ul></li>\n",
+              "</ul>\n",
+              "</div>\n",
+              "</aside>\n",
+              "<div class=\"col-sm-8 col-md-9\">\n",
+              "<div class=\"page-header action\">\n",
+              "<h1>Books</h1>\n",
+              "</div>\n",
+              "<div id=\"messages\">\n",
+              "</div>\n",
+              "<div id=\"promotions\">\n",
+              "</div>\n",
+              "<form class=\"form-horizontal\" method=\"get\">\n",
+              "<div style=\"display:none\">\n",
+              "</div>\n",
+              "<strong>1000</strong> results - showing <strong>1</strong> to <strong>20</strong>.\n",
+              "                \n",
+              "            \n",
+              "            \n",
+              "        \n",
+              "    </form>\n",
+              "<section>\n",
+              "<div class=\"alert alert-warning\" role=\"alert\"><strong>Warning!</strong> This is a demo website for web scraping purposes. Prices and ratings here were randomly assigned and have no real meaning.</div>\n",
+              "<div>\n",
+              "<ol class=\"row\">\n",
+              "<li class=\"col-xs-6 col-sm-4 col-md-3 col-lg-3\">\n",
+              "<article class=\"product_pod\">\n",
+              "<div class=\"image_container\">\n",
+              "<a href=\"../../a-light-in-the-attic_1000/index.html\"><img alt=\"A Light in the Attic\" class=\"thumbnail\" src=\"../../../media/cache/2c/da/2cdad67c44b002e7ead0cc35693c0e8b.jpg\"/></a>\n",
+              "</div>\n",
+              "<p class=\"star-rating Three\">\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "</p>\n",
+              "<h3><a href=\"../../a-light-in-the-attic_1000/index.html\" title=\"A Light in the Attic\">A Light in the ...</a></h3>\n",
+              "<div class=\"product_price\">\n",
+              "<p class=\"price_color\">£51.77</p>\n",
+              "<p class=\"instock availability\">\n",
+              "<i class=\"icon-ok\"></i>\n",
+              "    \n",
+              "        In stock\n",
+              "    \n",
+              "</p>\n",
+              "<form>\n",
+              "<button class=\"btn btn-primary btn-block\" data-loading-text=\"Adding...\" type=\"submit\">Add to basket</button>\n",
+              "</form>\n",
+              "</div>\n",
+              "</article>\n",
+              "</li>\n",
+              "<li class=\"col-xs-6 col-sm-4 col-md-3 col-lg-3\">\n",
+              "<article class=\"product_pod\">\n",
+              "<div class=\"image_container\">\n",
+              "<a href=\"../../tipping-the-velvet_999/index.html\"><img alt=\"Tipping the Velvet\" class=\"thumbnail\" src=\"../../../media/cache/26/0c/260c6ae16bce31c8f8c95daddd9f4a1c.jpg\"/></a>\n",
+              "</div>\n",
+              "<p class=\"star-rating One\">\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "</p>\n",
+              "<h3><a href=\"../../tipping-the-velvet_999/index.html\" title=\"Tipping the Velvet\">Tipping the Velvet</a></h3>\n",
+              "<div class=\"product_price\">\n",
+              "<p class=\"price_color\">£53.74</p>\n",
+              "<p class=\"instock availability\">\n",
+              "<i class=\"icon-ok\"></i>\n",
+              "    \n",
+              "        In stock\n",
+              "    \n",
+              "</p>\n",
+              "<form>\n",
+              "<button class=\"btn btn-primary btn-block\" data-loading-text=\"Adding...\" type=\"submit\">Add to basket</button>\n",
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+              "<button class=\"btn btn-primary btn-block\" data-loading-text=\"Adding...\" type=\"submit\">Add to basket</button>\n",
+              "</form>\n",
+              "</div>\n",
+              "</article>\n",
+              "</li>\n",
+              "<li class=\"col-xs-6 col-sm-4 col-md-3 col-lg-3\">\n",
+              "<article class=\"product_pod\">\n",
+              "<div class=\"image_container\">\n",
+              "<a href=\"../../mesaerion-the-best-science-fiction-stories-1800-1849_983/index.html\"><img alt=\"Mesaerion: The Best Science Fiction Stories 1800-1849\" class=\"thumbnail\" src=\"../../../media/cache/09/a3/09a3aef48557576e1a85ba7efea8ecb7.jpg\"/></a>\n",
+              "</div>\n",
+              "<p class=\"star-rating One\">\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "</p>\n",
+              "<h3><a href=\"../../mesaerion-the-best-science-fiction-stories-1800-1849_983/index.html\" title=\"Mesaerion: The Best Science Fiction Stories 1800-1849\">Mesaerion: The Best Science ...</a></h3>\n",
+              "<div class=\"product_price\">\n",
+              "<p class=\"price_color\">£37.59</p>\n",
+              "<p class=\"instock availability\">\n",
+              "<i class=\"icon-ok\"></i>\n",
+              "    \n",
+              "        In stock\n",
+              "    \n",
+              "</p>\n",
+              "<form>\n",
+              "<button class=\"btn btn-primary btn-block\" data-loading-text=\"Adding...\" type=\"submit\">Add to basket</button>\n",
+              "</form>\n",
+              "</div>\n",
+              "</article>\n",
+              "</li>\n",
+              "<li class=\"col-xs-6 col-sm-4 col-md-3 col-lg-3\">\n",
+              "<article class=\"product_pod\">\n",
+              "<div class=\"image_container\">\n",
+              "<a href=\"../../libertarianism-for-beginners_982/index.html\"><img alt=\"Libertarianism for Beginners\" class=\"thumbnail\" src=\"../../../media/cache/0b/bc/0bbcd0a6f4bcd81ccb1049a52736406e.jpg\"/></a>\n",
+              "</div>\n",
+              "<p class=\"star-rating Two\">\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "</p>\n",
+              "<h3><a href=\"../../libertarianism-for-beginners_982/index.html\" title=\"Libertarianism for Beginners\">Libertarianism for Beginners</a></h3>\n",
+              "<div class=\"product_price\">\n",
+              "<p class=\"price_color\">£51.33</p>\n",
+              "<p class=\"instock availability\">\n",
+              "<i class=\"icon-ok\"></i>\n",
+              "    \n",
+              "        In stock\n",
+              "    \n",
+              "</p>\n",
+              "<form>\n",
+              "<button class=\"btn btn-primary btn-block\" data-loading-text=\"Adding...\" type=\"submit\">Add to basket</button>\n",
+              "</form>\n",
+              "</div>\n",
+              "</article>\n",
+              "</li>\n",
+              "<li class=\"col-xs-6 col-sm-4 col-md-3 col-lg-3\">\n",
+              "<article class=\"product_pod\">\n",
+              "<div class=\"image_container\">\n",
+              "<a href=\"../../its-only-the-himalayas_981/index.html\"><img alt=\"It's Only the Himalayas\" class=\"thumbnail\" src=\"../../../media/cache/27/a5/27a53d0bb95bdd88288eaf66c9230d7e.jpg\"/></a>\n",
+              "</div>\n",
+              "<p class=\"star-rating Two\">\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "</p>\n",
+              "<h3><a href=\"../../its-only-the-himalayas_981/index.html\" title=\"It's Only the Himalayas\">It's Only the Himalayas</a></h3>\n",
+              "<div class=\"product_price\">\n",
+              "<p class=\"price_color\">£45.17</p>\n",
+              "<p class=\"instock availability\">\n",
+              "<i class=\"icon-ok\"></i>\n",
+              "    \n",
+              "        In stock\n",
+              "    \n",
+              "</p>\n",
+              "<form>\n",
+              "<button class=\"btn btn-primary btn-block\" data-loading-text=\"Adding...\" type=\"submit\">Add to basket</button>\n",
+              "</form>\n",
+              "</div>\n",
+              "</article>\n",
+              "</li>\n",
+              "</ol>\n",
+              "<div>\n",
+              "<ul class=\"pager\">\n",
+              "<li class=\"current\">\n",
+              "            \n",
+              "                Page 1 of 50\n",
+              "            \n",
+              "            </li>\n",
+              "<li class=\"next\"><a href=\"page-2.html\">next</a></li>\n",
+              "</ul>\n",
+              "</div>\n",
+              "</div>\n",
+              "</section>\n",
+              "</div>\n",
+              "</div><!-- /row -->\n",
+              "</div><!-- /page_inner -->\n",
+              "</div><!-- /container-fluid -->\n",
+              "<footer class=\"footer container-fluid\">\n",
+              "</footer>\n",
+              "<!-- jQuery -->\n",
+              "<script src=\"http://ajax.googleapis.com/ajax/libs/jquery/1.9.1/jquery.min.js\"></script>\n",
+              "<script>window.jQuery || document.write('<script src=\"../../../static/oscar/js/jquery/jquery-1.9.1.min.js\"><\\/script>')</script>\n",
+              "<!-- Twitter Bootstrap -->\n",
+              "<script src=\"../../../static/oscar/js/bootstrap3/bootstrap.min.js\" type=\"text/javascript\"></script>\n",
+              "<!-- Oscar -->\n",
+              "<script charset=\"utf-8\" src=\"../../../static/oscar/js/oscar/ui.js\" type=\"text/javascript\"></script>\n",
+              "<script charset=\"utf-8\" src=\"../../../static/oscar/js/bootstrap-datetimepicker/bootstrap-datetimepicker.js\" type=\"text/javascript\"></script>\n",
+              "<script charset=\"utf-8\" src=\"../../../static/oscar/js/bootstrap-datetimepicker/locales/bootstrap-datetimepicker.all.js\" type=\"text/javascript\"></script>\n",
+              "<script type=\"text/javascript\">\n",
+              "            $(function() {\n",
+              "                \n",
+              "    \n",
+              "    \n",
+              "    oscar.init();\n",
+              "\n",
+              "    oscar.search.init();\n",
+              "\n",
+              "            });\n",
+              "        </script>\n",
+              "<!-- Version: N/A -->\n",
+              "</body>"
+            ]
+          },
+          "execution_count": 99,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
+      "source": [
+        "grid_detail = soup.find(\"body\", attrs= {\"class\": \"default\"})\n",
+        "grid_detail"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 128,
+      "id": "f3cdc14a",
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "<div class=\"container-fluid page\">\n",
+              "<div class=\"page_inner\">\n",
+              "<ul class=\"breadcrumb\">\n",
+              "<li>\n",
+              "<a href=\"../../../index.html\">Home</a>\n",
+              "</li>\n",
+              "<li class=\"active\">Books</li>\n",
+              "</ul>\n",
+              "<div class=\"row\">\n",
+              "<aside class=\"sidebar col-sm-4 col-md-3\">\n",
+              "<div id=\"promotions_left\">\n",
+              "</div>\n",
+              "<div class=\"side_categories\">\n",
+              "<ul class=\"nav nav-list\">\n",
+              "<li>\n",
+              "<a href=\"index.html\">\n",
+              "<strong>Books</strong>\n",
+              "</a>\n",
+              "<ul>\n",
+              "<li>\n",
+              "<a href=\"../books/travel_2/index.html\">\n",
+              "                            \n",
+              "                                Travel\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/mystery_3/index.html\">\n",
+              "                            \n",
+              "                                Mystery\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/historical-fiction_4/index.html\">\n",
+              "                            \n",
+              "                                Historical Fiction\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/sequential-art_5/index.html\">\n",
+              "                            \n",
+              "                                Sequential Art\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/classics_6/index.html\">\n",
+              "                            \n",
+              "                                Classics\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/philosophy_7/index.html\">\n",
+              "                            \n",
+              "                                Philosophy\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/romance_8/index.html\">\n",
+              "                            \n",
+              "                                Romance\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/womens-fiction_9/index.html\">\n",
+              "                            \n",
+              "                                Womens Fiction\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/fiction_10/index.html\">\n",
+              "                            \n",
+              "                                Fiction\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/childrens_11/index.html\">\n",
+              "                            \n",
+              "                                Childrens\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/religion_12/index.html\">\n",
+              "                            \n",
+              "                                Religion\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/nonfiction_13/index.html\">\n",
+              "                            \n",
+              "                                Nonfiction\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/music_14/index.html\">\n",
+              "                            \n",
+              "                                Music\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/default_15/index.html\">\n",
+              "                            \n",
+              "                                Default\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/science-fiction_16/index.html\">\n",
+              "                            \n",
+              "                                Science Fiction\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/sports-and-games_17/index.html\">\n",
+              "                            \n",
+              "                                Sports and Games\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/add-a-comment_18/index.html\">\n",
+              "                            \n",
+              "                                Add a comment\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/fantasy_19/index.html\">\n",
+              "                            \n",
+              "                                Fantasy\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/new-adult_20/index.html\">\n",
+              "                            \n",
+              "                                New Adult\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/young-adult_21/index.html\">\n",
+              "                            \n",
+              "                                Young Adult\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/science_22/index.html\">\n",
+              "                            \n",
+              "                                Science\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/poetry_23/index.html\">\n",
+              "                            \n",
+              "                                Poetry\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/paranormal_24/index.html\">\n",
+              "                            \n",
+              "                                Paranormal\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/art_25/index.html\">\n",
+              "                            \n",
+              "                                Art\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/psychology_26/index.html\">\n",
+              "                            \n",
+              "                                Psychology\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/autobiography_27/index.html\">\n",
+              "                            \n",
+              "                                Autobiography\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/parenting_28/index.html\">\n",
+              "                            \n",
+              "                                Parenting\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/adult-fiction_29/index.html\">\n",
+              "                            \n",
+              "                                Adult Fiction\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/humor_30/index.html\">\n",
+              "                            \n",
+              "                                Humor\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/horror_31/index.html\">\n",
+              "                            \n",
+              "                                Horror\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/history_32/index.html\">\n",
+              "                            \n",
+              "                                History\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/food-and-drink_33/index.html\">\n",
+              "                            \n",
+              "                                Food and Drink\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/christian-fiction_34/index.html\">\n",
+              "                            \n",
+              "                                Christian Fiction\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/business_35/index.html\">\n",
+              "                            \n",
+              "                                Business\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/biography_36/index.html\">\n",
+              "                            \n",
+              "                                Biography\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/thriller_37/index.html\">\n",
+              "                            \n",
+              "                                Thriller\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/contemporary_38/index.html\">\n",
+              "                            \n",
+              "                                Contemporary\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/spirituality_39/index.html\">\n",
+              "                            \n",
+              "                                Spirituality\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/academic_40/index.html\">\n",
+              "                            \n",
+              "                                Academic\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/self-help_41/index.html\">\n",
+              "                            \n",
+              "                                Self Help\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/historical_42/index.html\">\n",
+              "                            \n",
+              "                                Historical\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/christian_43/index.html\">\n",
+              "                            \n",
+              "                                Christian\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/suspense_44/index.html\">\n",
+              "                            \n",
+              "                                Suspense\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/short-stories_45/index.html\">\n",
+              "                            \n",
+              "                                Short Stories\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/novels_46/index.html\">\n",
+              "                            \n",
+              "                                Novels\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/health_47/index.html\">\n",
+              "                            \n",
+              "                                Health\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/politics_48/index.html\">\n",
+              "                            \n",
+              "                                Politics\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/cultural_49/index.html\">\n",
+              "                            \n",
+              "                                Cultural\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/erotica_50/index.html\">\n",
+              "                            \n",
+              "                                Erotica\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "<li>\n",
+              "<a href=\"../books/crime_51/index.html\">\n",
+              "                            \n",
+              "                                Crime\n",
+              "                            \n",
+              "                        </a>\n",
+              "</li>\n",
+              "</ul></li>\n",
+              "</ul>\n",
+              "</div>\n",
+              "</aside>\n",
+              "<div class=\"col-sm-8 col-md-9\">\n",
+              "<div class=\"page-header action\">\n",
+              "<h1>Books</h1>\n",
+              "</div>\n",
+              "<div id=\"messages\">\n",
+              "</div>\n",
+              "<div id=\"promotions\">\n",
+              "</div>\n",
+              "<form class=\"form-horizontal\" method=\"get\">\n",
+              "<div style=\"display:none\">\n",
+              "</div>\n",
+              "<strong>1000</strong> results - showing <strong>1</strong> to <strong>20</strong>.\n",
+              "                \n",
+              "            \n",
+              "            \n",
+              "        \n",
+              "    </form>\n",
+              "<section>\n",
+              "<div class=\"alert alert-warning\" role=\"alert\"><strong>Warning!</strong> This is a demo website for web scraping purposes. Prices and ratings here were randomly assigned and have no real meaning.</div>\n",
+              "<div>\n",
+              "<ol class=\"row\">\n",
+              "<li class=\"col-xs-6 col-sm-4 col-md-3 col-lg-3\">\n",
+              "<article class=\"product_pod\">\n",
+              "<div class=\"image_container\">\n",
+              "<a href=\"../../a-light-in-the-attic_1000/index.html\"><img alt=\"A Light in the Attic\" class=\"thumbnail\" src=\"../../../media/cache/2c/da/2cdad67c44b002e7ead0cc35693c0e8b.jpg\"/></a>\n",
+              "</div>\n",
+              "<p class=\"star-rating Three\">\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "</p>\n",
+              "<h3><a href=\"../../a-light-in-the-attic_1000/index.html\" title=\"A Light in the Attic\">A Light in the ...</a></h3>\n",
+              "<div class=\"product_price\">\n",
+              "<p class=\"price_color\">£51.77</p>\n",
+              "<p class=\"instock availability\">\n",
+              "<i class=\"icon-ok\"></i>\n",
+              "    \n",
+              "        In stock\n",
+              "    \n",
+              "</p>\n",
+              "<form>\n",
+              "<button class=\"btn btn-primary btn-block\" data-loading-text=\"Adding...\" type=\"submit\">Add to basket</button>\n",
+              "</form>\n",
+              "</div>\n",
+              "</article>\n",
+              "</li>\n",
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+              "<form>\n",
+              "<button class=\"btn btn-primary btn-block\" data-loading-text=\"Adding...\" type=\"submit\">Add to basket</button>\n",
+              "</form>\n",
+              "</div>\n",
+              "</article>\n",
+              "</li>\n",
+              "<li class=\"col-xs-6 col-sm-4 col-md-3 col-lg-3\">\n",
+              "<article class=\"product_pod\">\n",
+              "<div class=\"image_container\">\n",
+              "<a href=\"../../olio_984/index.html\"><img alt=\"Olio\" class=\"thumbnail\" src=\"../../../media/cache/55/33/553310a7162dfbc2c6d19a84da0df9e1.jpg\"/></a>\n",
+              "</div>\n",
+              "<p class=\"star-rating One\">\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "</p>\n",
+              "<h3><a href=\"../../olio_984/index.html\" title=\"Olio\">Olio</a></h3>\n",
+              "<div class=\"product_price\">\n",
+              "<p class=\"price_color\">£23.88</p>\n",
+              "<p class=\"instock availability\">\n",
+              "<i class=\"icon-ok\"></i>\n",
+              "    \n",
+              "        In stock\n",
+              "    \n",
+              "</p>\n",
+              "<form>\n",
+              "<button class=\"btn btn-primary btn-block\" data-loading-text=\"Adding...\" type=\"submit\">Add to basket</button>\n",
+              "</form>\n",
+              "</div>\n",
+              "</article>\n",
+              "</li>\n",
+              "<li class=\"col-xs-6 col-sm-4 col-md-3 col-lg-3\">\n",
+              "<article class=\"product_pod\">\n",
+              "<div class=\"image_container\">\n",
+              "<a href=\"../../mesaerion-the-best-science-fiction-stories-1800-1849_983/index.html\"><img alt=\"Mesaerion: The Best Science Fiction Stories 1800-1849\" class=\"thumbnail\" src=\"../../../media/cache/09/a3/09a3aef48557576e1a85ba7efea8ecb7.jpg\"/></a>\n",
+              "</div>\n",
+              "<p class=\"star-rating One\">\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "</p>\n",
+              "<h3><a href=\"../../mesaerion-the-best-science-fiction-stories-1800-1849_983/index.html\" title=\"Mesaerion: The Best Science Fiction Stories 1800-1849\">Mesaerion: The Best Science ...</a></h3>\n",
+              "<div class=\"product_price\">\n",
+              "<p class=\"price_color\">£37.59</p>\n",
+              "<p class=\"instock availability\">\n",
+              "<i class=\"icon-ok\"></i>\n",
+              "    \n",
+              "        In stock\n",
+              "    \n",
+              "</p>\n",
+              "<form>\n",
+              "<button class=\"btn btn-primary btn-block\" data-loading-text=\"Adding...\" type=\"submit\">Add to basket</button>\n",
+              "</form>\n",
+              "</div>\n",
+              "</article>\n",
+              "</li>\n",
+              "<li class=\"col-xs-6 col-sm-4 col-md-3 col-lg-3\">\n",
+              "<article class=\"product_pod\">\n",
+              "<div class=\"image_container\">\n",
+              "<a href=\"../../libertarianism-for-beginners_982/index.html\"><img alt=\"Libertarianism for Beginners\" class=\"thumbnail\" src=\"../../../media/cache/0b/bc/0bbcd0a6f4bcd81ccb1049a52736406e.jpg\"/></a>\n",
+              "</div>\n",
+              "<p class=\"star-rating Two\">\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "</p>\n",
+              "<h3><a href=\"../../libertarianism-for-beginners_982/index.html\" title=\"Libertarianism for Beginners\">Libertarianism for Beginners</a></h3>\n",
+              "<div class=\"product_price\">\n",
+              "<p class=\"price_color\">£51.33</p>\n",
+              "<p class=\"instock availability\">\n",
+              "<i class=\"icon-ok\"></i>\n",
+              "    \n",
+              "        In stock\n",
+              "    \n",
+              "</p>\n",
+              "<form>\n",
+              "<button class=\"btn btn-primary btn-block\" data-loading-text=\"Adding...\" type=\"submit\">Add to basket</button>\n",
+              "</form>\n",
+              "</div>\n",
+              "</article>\n",
+              "</li>\n",
+              "<li class=\"col-xs-6 col-sm-4 col-md-3 col-lg-3\">\n",
+              "<article class=\"product_pod\">\n",
+              "<div class=\"image_container\">\n",
+              "<a href=\"../../its-only-the-himalayas_981/index.html\"><img alt=\"It's Only the Himalayas\" class=\"thumbnail\" src=\"../../../media/cache/27/a5/27a53d0bb95bdd88288eaf66c9230d7e.jpg\"/></a>\n",
+              "</div>\n",
+              "<p class=\"star-rating Two\">\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "<i class=\"icon-star\"></i>\n",
+              "</p>\n",
+              "<h3><a href=\"../../its-only-the-himalayas_981/index.html\" title=\"It's Only the Himalayas\">It's Only the Himalayas</a></h3>\n",
+              "<div class=\"product_price\">\n",
+              "<p class=\"price_color\">£45.17</p>\n",
+              "<p class=\"instock availability\">\n",
+              "<i class=\"icon-ok\"></i>\n",
+              "    \n",
+              "        In stock\n",
+              "    \n",
+              "</p>\n",
+              "<form>\n",
+              "<button class=\"btn btn-primary btn-block\" data-loading-text=\"Adding...\" type=\"submit\">Add to basket</button>\n",
+              "</form>\n",
+              "</div>\n",
+              "</article>\n",
+              "</li>\n",
+              "</ol>\n",
+              "<div>\n",
+              "<ul class=\"pager\">\n",
+              "<li class=\"current\">\n",
+              "            \n",
+              "                Page 1 of 50\n",
+              "            \n",
+              "            </li>\n",
+              "<li class=\"next\"><a href=\"page-2.html\">next</a></li>\n",
+              "</ul>\n",
+              "</div>\n",
+              "</div>\n",
+              "</section>\n",
+              "</div>\n",
+              "</div><!-- /row -->\n",
+              "</div><!-- /page_inner -->\n",
+              "</div>"
+            ]
+          },
+          "execution_count": 128,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
+      "source": [
+        "page = grid_detail.find(\"div\", attrs= {\"class\": \"container-fluid page\"})\n",
+        "page"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 126,
+      "id": "6ef78412",
+      "metadata": {},
+      "outputs": [
+        {
+          "ename": "TypeError",
+          "evalue": "'str' object is not callable",
+          "output_type": "error",
+          "traceback": [
+            "\u001b[31m---------------------------------------------------------------------------\u001b[39m",
+            "\u001b[31mTypeError\u001b[39m                                 Traceback (most recent call last)",
+            "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[126]\u001b[39m\u001b[32m, line 1\u001b[39m\n\u001b[32m----> \u001b[39m\u001b[32m1\u001b[39m \u001b[43mpage\u001b[49m\u001b[43m.\u001b[49m\u001b[43mfind\u001b[49m\u001b[43m(\u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mdiv\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mattrs\u001b[49m\u001b[43m=\u001b[49m\u001b[43m \u001b[49m\u001b[43m{\u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mclass\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mpage_inner\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m}\u001b[49m\u001b[43m)\u001b[49m\u001b[43m.\u001b[49m\u001b[43mtext\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n",
+            "\u001b[31mTypeError\u001b[39m: 'str' object is not callable"
+          ]
+        }
+      ],
+      "source": [
+        "page.find(\"div\", attrs= {\"class\": \"page_inner\"}).text()"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 124,
+      "id": "7b21923b",
+      "metadata": {},
+      "outputs": [
+        {
+          "ename": "KeyError",
+          "evalue": "0",
+          "output_type": "error",
+          "traceback": [
+            "\u001b[31m---------------------------------------------------------------------------\u001b[39m",
+            "\u001b[31mKeyError\u001b[39m                                  Traceback (most recent call last)",
+            "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[124]\u001b[39m\u001b[32m, line 1\u001b[39m\n\u001b[32m----> \u001b[39m\u001b[32m1\u001b[39m page_1 = \u001b[43mpage\u001b[49m\u001b[43m[\u001b[49m\u001b[32;43m0\u001b[39;49m\u001b[43m]\u001b[49m.find(\u001b[33m\"\u001b[39m\u001b[33mdiv\u001b[39m\u001b[33m\"\u001b[39m, attrs= {\u001b[33m\"\u001b[39m\u001b[33mclass\u001b[39m\u001b[33m\"\u001b[39m: \u001b[33m\"\u001b[39m\u001b[33mcontent\u001b[39m\u001b[33m\"\u001b[39m})\n\u001b[32m      2\u001b[39m page_1\n",
+            "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\Pedro\\AppData\\Local\\Programs\\Python\\Python313\\Lib\\site-packages\\bs4\\element.py:2214\u001b[39m, in \u001b[36mTag.__getitem__\u001b[39m\u001b[34m(self, key)\u001b[39m\n\u001b[32m   2211\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34m__getitem__\u001b[39m(\u001b[38;5;28mself\u001b[39m, key: \u001b[38;5;28mstr\u001b[39m) -> _AttributeValue:\n\u001b[32m   2212\u001b[39m \u001b[38;5;250m    \u001b[39m\u001b[33;03m\"\"\"tag[key] returns the value of the 'key' attribute for the Tag,\u001b[39;00m\n\u001b[32m   2213\u001b[39m \u001b[33;03m    and throws an exception if it's not there.\"\"\"\u001b[39;00m\n\u001b[32m-> \u001b[39m\u001b[32m2214\u001b[39m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mattrs\u001b[49m\u001b[43m[\u001b[49m\u001b[43mkey\u001b[49m\u001b[43m]\u001b[49m\n",
+            "\u001b[31mKeyError\u001b[39m: 0"
+          ]
+        }
+      ],
+      "source": [
+        "page_1 = page[0].find(\"div\", attrs= {\"class\": \"content\"})\n",
+        "page_1"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 123,
+      "id": "fc2d2288",
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "page.find(\"article\", attrs= {\"class\": \"product_page\"})"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "id": "368b022d",
+      "metadata": {},
+      "outputs": [],
+      "source": []
+    }
+  ],
+  "metadata": {
+    "colab": {
+      "provenance": []
+    },
+    "kernelspec": {
+      "display_name": "Python 3",
+      "language": "python",
+      "name": "python3"
+    },
+    "language_info": {
+      "codemirror_mode": {
+        "name": "ipython",
+        "version": 3
+      },
+      "file_extension": ".py",
+      "mimetype": "text/x-python",
+      "name": "python",
+      "nbconvert_exporter": "python",
+      "pygments_lexer": "ipython3",
+      "version": "3.13.3"
+    }
+  },
+  "nbformat": 4,
+  "nbformat_minor": 5
+}